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CIIC#5995&100#/#ICOM#5995&100
Human#Perspective#in#Artificial#Intelligence#
(HPAI)
Professor'José'Meléndez,'PhD
https://zoom.us/j/955599657
“To understand the basic emotional operating systems of the
brain, we have to begin relating incomplete sets of neurological
facts to poorly understood psychological phenomena that
emerge from many interacting brain activities.”
; Jaak Panksepp (1942.2017)
Announcements
• Final&Exam:&May&13,&2019;&7:30AM69:30AM&(S6203)
• Zoom&Links&for&April&2019
• April&17:&https://zoom.us/j/357654736&
• April&22:&https://zoom.us/j/449807517&(ONLINE&ONLY)
• April&24:&https://zoom.us/j/238801790
• April&29:&https://zoom.us/j/427557182
Required(Reading((Previously(Noted)
• How$Emotions$are$Made:$The$Secret$Life$of$the$Brain
• Chapter(6:(How(the(Brain(Makes(Emotions
• Chapter(7:(Emotions(as(Social(Reality
• Chapter(8:(A(New(View(of(Human(Nature
• Chapter(9:(Mastering(Your(Emotions
• Chapter(13:(From(Brain(to(Mind:(The(New(Frontier
• The(brain(integrates,(“so(much(information(from(multiple(
sources(so(efficiently(that(it(can(support(consciousness.”
Next%Up
• Emotions(– Traditional(View
• Emotions(in(Decision(Research
• Emotions(for(Artificial(Intelligence(Systems
Science&of&Emotion&– Traditional&View
• Emotions(characterized(by(attributes:
• Something(that(“happens(to”(you
• “Flavors”:(Positive,(Negative,(Neutral(
• Eliciting(or(intentional(object((aboutness)
• Enable(pursuit(of(goals((serve(function)
• Inhibit(pursuit(of(goals
• MultiEcomponent(response
• Subjective((what(it(feels(like)
• Body(aspects((physiological(including(brain)
• Outward(display(of(behavior
Science&of&Emotion&– Construction
• Emotions(characterized(by(attributes:
• Something(that(“happens(to” you(construct.
• Affect “Flavors”:(Positive,(Negative,(Neutral(
• Eliciting(or(intentional(object((aboutness)
• Enable(pursuit(of(goals((serve(function)
• Inhibit(pursuit(of(goals
• MultiGcomponent(response
• Subjective((what(it(feels(like)
• Body(aspects((physiological(including(brain)
• Outward(display(of(behavior(is(not(a(signature(or(“finger(print”
• Thought/Cognition
Emotion'“Classification”'– Traditional'View
• Basic/Discrete
• Anger,/Disgust,/Fear,/Happiness,/Anger/and/Disgust
• Plus/more/“complex”/emotion/concept/words
• Affective/Circumplex
• Two/Dimensional/“State”/(static/C not/time/dependent)
• Valence/(pleasant/unpleasant)
• Arousal/(agitation/calmness)
• Primary/classification/systems/limited/to/discrete/or/
steadyCstate responses.
• Akin/to/classifying/your/thoughts
• “Classification”/of/emotion/is/square/peg/in/round/hole
Affective(Circumplex
How$Emotions$are$Made,$Figure$455
Affective(Circumplex
• Flawed'model'of'limited'utility'for'Emotion'Implementation
• Transforms'diverse'subjective'concepts'into'subjective'and'
arbitrary'dimensions'(recall'Feldman’s'tribal'studies)
• Requires'to'label'emotions'as'good'(pleasant)'or'bad'
(unpleasant)'
• Does'not'capture'emotional'space'as'continuous'
• Creates'false nonBsubjective,'quantitative'sense
• ”Low'Arousal”'is'arbitrarily'large'negative'quantity'and'not'
approximately'zero!!
How'Emotions'are'Made,'Figure'4B5
Emotion'“Elicitation”
• Handbook(of(Emotion(Elicitation(and(Assessment
• Tools%&%Methods%to%Elicit%emotions
• Film%clips%(audio%&%visual)%– reactivity,%regulation,%
understanding
• Static%photos%(visual)%– Arousal%and%Valence%“standard”%
levels
• “Relived%Emotions”%– semiCstructured%of%influence
• Autobiographical
• Shared%memories%(e.g.%9/11)
• Dyadic%Interaction%(“live”)%– how%you%feel
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)Elicitation)– Static)Photos
https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
Example:)DEAP)Data)Set)/ Summary
• The$DEAP$dataset$consists$of$two$parts:
• The$ratings$from$an online&self)assessment where$120$
one;minute$extracts$of$music$videos$were$each$rated$by$
14;16$volunteers$based$on$arousal,$valence$and$
dominance.
• The$participant$ratings,$physiological$recordings$and$face$
video$of$an experiment where$32$volunteers$watched$a$
subset$of$40$of$the$above$music$videos.$EEG$and$
physiological$signals$were$recorded$and$each$participant$
also$rated$the$videos$as$above.$For$22$participants$
frontal$face$video$was$also$recorded.
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
Example:)DEAP)Data)Set)/ Files
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
DEAP%Data%Set%– Online%Ratings
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
DEAP%Data%Set%– Elicitation%Videos
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
DEAP%Data%Set%– Participant%Ratings
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
DEAP%Data%Set%* Questionnaire
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
Example:)DEAP)Data)Set)/ Files
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
Example:)DEAP)Data)Set)– File)Details
https://www.researchgate.net/profile/Joseph_Erlichman/publication/230864997/figure/fig34/AS:341917163376655@1458530812418/SurfaceFmapFofFEEGFelectrodeFlocations.png
Example:)DEAP)Data)Set)/ Files
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
Example:)DEAP)Data)Set)/ Files
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
Example:)DEAP)Data)Set)– Data/Videos
https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
Next%Up
• Emotions(in(Decision(Research
• Emotions(for(Artificial(Intelligence(Systems

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Hpai class slides 041519